~/talk

Stop Paying for Frontier Models

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Explains how to replace expensive “frontier” LLM calls with smaller local models where appropriate by using concrete evaluation methods: capability evaluations, golden datasets, and LLM-as-judge. Presents three concrete cases — a local agentic harness replacing a remote model, an in-browser moderation classifier validated with production-trace evaluations, and a generative summarization feature where the rubric dominated model choice — and offers a framework and repeatable process for building evals from your own production traces to decide and measure when to use large off-prem models vs small local ones.

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